EDA Clientes Existentes

Dataset statistics

Number of variables	23
Number of observations	1627
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	369.6 KiB
Average record size in memory	232.6 B

Variable types

Numeric	16
Categorical	7

Alerts

`Attrition_Flag` has constant value ""	Constant
`Attrition_Num` has constant value ""	Constant
`Card_Category` is highly imbalanced (79.2%)	Imbalance
`CLIENTNUM` has unique values	Unique
`Dependent_count` has 135 (8.3%) zeros	Zeros
`Total_Revolving_Bal` has 893 (54.9%) zeros	Zeros
`Avg_Utilization_Ratio` has 893 (54.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-27 12:22:04.332426
Analysis finished	2023-12-27 12:22:15.216635
Duration	10.88 seconds
Software version	ydata-profiling vv4.6.3
Download configuration	config.json

CLIENTNUM
Real number (ℝ)

UNIQUE

Distinct	1627
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.3526138 × 10⁸

Minimum	7.0808328 × 10⁸
Maximum	8.2829493 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	7.0808328 × 10⁸
5-th percentile	7.0886011 × 10⁸
Q1	7.1237126 × 10⁸
median	7.1656443 × 10⁸
Q3	7.6837368 × 10⁸
95-th percentile	8.1244094 × 10⁸
Maximum	8.2829493 × 10⁸
Range	1.2021165 × 10⁸
Interquartile range (IQR)	56002425

Descriptive statistics

Standard deviation	35577253
Coefficient of variation (CV)	0.048387219
Kurtosis	-0.0057610876
Mean	7.3526138 × 10⁸
Median Absolute Deviation (MAD)	4737450
Skewness	1.2552264
Sum	1.1962703 × 10¹²
Variance	1.265741 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
708508758	1	0.1%
713597658	1	0.1%
714164808	1	0.1%
712593933	1	0.1%
712795833	1	0.1%
716099958	1	0.1%
714408933	1	0.1%
711605208	1	0.1%
719740008	1	0.1%
708519108	1	0.1%
Other values (1617)	1617	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
708083283	1	0.1%
708084558	1	0.1%
708108333	1	0.1%
708117933	1	0.1%
708121908	1	0.1%
708139833	1	0.1%
708152358	1	0.1%
708154833	1	0.1%
708158133	1	0.1%
708170508	1	0.1%

Value	Count	Frequency (%)
828294933	1	0.1%
828291858	1	0.1%
828215508	1	0.1%
827984658	1	0.1%
827964858	1	0.1%
827898033	1	0.1%
827476983	1	0.1%
827451333	1	0.1%
827440458	1	0.1%
827117808	1	0.1%

Attrition_Flag
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	90.0 KiB

Attrited Customer	1627

Length

Max length	17
Median length	17
Mean length	17
Min length	17

Characters and Unicode

Total characters	27659
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Attrited Customer
2nd row	Attrited Customer
3rd row	Attrited Customer
4th row	Attrited Customer
5th row	Attrited Customer

Common Values

Value	Count	Frequency (%)
Attrited Customer	1627	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
attrited	1627	50.0%
customer	1627	50.0%

Most occurring characters

Value	Count	Frequency (%)
t	6508	23.5%
r	3254	11.8%
e	3254	11.8%
A	1627	5.9%
i	1627	5.9%
d	1627	5.9%
	1627	5.9%
C	1627	5.9%
u	1627	5.9%
s	1627	5.9%
Other values (2)	3254	11.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	22778	82.4%
Uppercase Letter	3254	11.8%
Space Separator	1627	5.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	6508	28.6%
r	3254	14.3%
e	3254	14.3%
i	1627	7.1%
d	1627	7.1%
u	1627	7.1%
s	1627	7.1%
o	1627	7.1%
m	1627	7.1%

Uppercase Letter

Value	Count	Frequency (%)
A	1627	50.0%
C	1627	50.0%

Space Separator

Value	Count	Frequency (%)
	1627	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	26032	94.1%
Common	1627	5.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	6508	25.0%
r	3254	12.5%
e	3254	12.5%
A	1627	6.2%
i	1627	6.2%
d	1627	6.2%
C	1627	6.2%
u	1627	6.2%
s	1627	6.2%
o	1627	6.2%

Common

Value	Count	Frequency (%)
	1627	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	27659	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	6508	23.5%
r	3254	11.8%
e	3254	11.8%
A	1627	5.9%
i	1627	5.9%
d	1627	5.9%
	1627	5.9%
C	1627	5.9%
u	1627	5.9%
s	1627	5.9%
Other values (2)	3254	11.8%

Customer_Age
Real number (ℝ)

Distinct	42
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.659496

Minimum	26
Maximum	68
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	26
5-th percentile	33.3
Q1	41
median	47
Q3	52
95-th percentile	59
Maximum	68
Range	42
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	7.6656516
Coefficient of variation (CV)	0.16428921
Kurtosis	-0.31267719
Mean	46.659496
Median Absolute Deviation (MAD)	5
Skewness	-0.039750792
Sum	75915
Variance	58.762215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
48	85	5.2%
43	85	5.2%
44	84	5.2%
46	82	5.0%
45	79	4.9%
49	79	4.9%
41	76	4.7%
47	76	4.7%
50	71	4.4%
54	69	4.2%
Other values (32)	841	51.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26	6	0.4%
27	3	0.2%
28	1	0.1%
29	7	0.4%
30	15	0.9%
31	13	0.8%
32	17	1.0%
33	20	1.2%
34	19	1.2%
35	21	1.3%

Value	Count	Frequency (%)
68	1	0.1%
66	1	0.1%
65	9	0.6%
64	5	0.3%
63	8	0.5%
62	17	1.0%
61	17	1.0%
60	13	0.8%
59	40	2.5%
58	24	1.5%

Gender
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	90.0 KiB

F	930
M	697

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1627
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	F
3rd row	F
4th row	M
5th row	M

Common Values

Value	Count	Frequency (%)
F	930	57.2%
M	697	42.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
f	930	57.2%
m	697	42.8%

Most occurring characters

Value	Count	Frequency (%)
F	930	57.2%
M	697	42.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1627	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
F	930	57.2%
M	697	42.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1627	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
F	930	57.2%
M	697	42.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1627	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
F	930	57.2%
M	697	42.8%

Dependent_count
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4025814

Minimum	0
Maximum	5
Zeros	135
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	2
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2750103
Coefficient of variation (CV)	0.53068351
Kurtosis	-0.61894433
Mean	2.4025814
Median Absolute Deviation (MAD)	1
Skewness	-0.10623519
Sum	3909
Variance	1.6256514
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	482	29.6%
2	417	25.6%
1	269	16.5%
4	260	16.0%
0	135	8.3%
5	64	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	135	8.3%
1	269	16.5%
2	417	25.6%
3	482	29.6%
4	260	16.0%
5	64	3.9%

Value	Count	Frequency (%)
5	64	3.9%
4	260	16.0%
3	482	29.6%
2	417	25.6%
1	269	16.5%
0	135	8.3%

Education_Level
Categorical

Distinct	7
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	90.0 KiB

Graduate	487
High School	306
Unknown	256
Uneducated	237
College	154
Other values (2)	187

Length

Max length	13
Median length	11
Mean length	8.9446835
Min length	7

Characters and Unicode

Total characters	14553
Distinct characters	25
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Graduate
2nd row	Doctorate
3rd row	Graduate
4th row	Graduate
5th row	Graduate

Common Values

Value	Count	Frequency (%)
Graduate	487	29.9%
High School	306	18.8%
Unknown	256	15.7%
Uneducated	237	14.6%
College	154	9.5%
Doctorate	95	5.8%
Post-Graduate	92	5.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
graduate	487	25.2%
high	306	15.8%
school	306	15.8%
unknown	256	13.2%
uneducated	237	12.3%
college	154	8.0%
doctorate	95	4.9%
post-graduate	92	4.8%

Most occurring characters

Value	Count	Frequency (%)
a	1490	10.2%
e	1456	10.0%
o	1304	9.0%
t	1098	7.5%
d	1053	7.2%
n	1005	6.9%
u	816	5.6%
r	674	4.6%
c	638	4.4%
l	614	4.2%
Other values (15)	4405	30.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12130	83.4%
Uppercase Letter	2025	13.9%
Space Separator	306	2.1%
Dash Punctuation	92	0.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	1490	12.3%
e	1456	12.0%
o	1304	10.8%
t	1098	9.1%
d	1053	8.7%
n	1005	8.3%
u	816	6.7%
r	674	5.6%
c	638	5.3%
l	614	5.1%
Other values (6)	1982	16.3%

Uppercase Letter

Value	Count	Frequency (%)
G	579	28.6%
U	493	24.3%
S	306	15.1%
H	306	15.1%
C	154	7.6%
D	95	4.7%
P	92	4.5%

Space Separator

Value	Count	Frequency (%)
	306	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	92	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14155	97.3%
Common	398	2.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	1490	10.5%
e	1456	10.3%
o	1304	9.2%
t	1098	7.8%
d	1053	7.4%
n	1005	7.1%
u	816	5.8%
r	674	4.8%
c	638	4.5%
l	614	4.3%
Other values (13)	4007	28.3%

Common

Value	Count	Frequency (%)
	306	76.9%
-	92	23.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14553	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	1490	10.2%
e	1456	10.0%
o	1304	9.0%
t	1098	7.5%
d	1053	7.2%
n	1005	6.9%
u	816	5.6%
r	674	4.6%
c	638	4.4%
l	614	4.2%
Other values (15)	4405	30.3%

Marital_Status
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	90.0 KiB

Married	709
Single	668
Unknown	129
Divorced	121

Length

Max length	8
Median length	7
Mean length	6.6637984
Min length	6

Characters and Unicode

Total characters	10842
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Married
2nd row	Married
3rd row	Married
4th row	Married
5th row	Married

Common Values

Value	Count	Frequency (%)
Married	709	43.6%
Single	668	41.1%
Unknown	129	7.9%
Divorced	121	7.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
married	709	43.6%
single	668	41.1%
unknown	129	7.9%
divorced	121	7.4%

Most occurring characters

Value	Count	Frequency (%)
r	1539	14.2%
i	1498	13.8%
e	1498	13.8%
n	1055	9.7%
d	830	7.7%
M	709	6.5%
a	709	6.5%
l	668	6.2%
g	668	6.2%
S	668	6.2%
Other values (7)	1000	9.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9215	85.0%
Uppercase Letter	1627	15.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	1539	16.7%
i	1498	16.3%
e	1498	16.3%
n	1055	11.4%
d	830	9.0%
a	709	7.7%
l	668	7.2%
g	668	7.2%
o	250	2.7%
k	129	1.4%
Other values (3)	371	4.0%

Uppercase Letter

Value	Count	Frequency (%)
M	709	43.6%
S	668	41.1%
U	129	7.9%
D	121	7.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10842	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	1539	14.2%
i	1498	13.8%
e	1498	13.8%
n	1055	9.7%
d	830	7.7%
M	709	6.5%
a	709	6.5%
l	668	6.2%
g	668	6.2%
S	668	6.2%
Other values (7)	1000	9.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10842	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	1539	14.2%
i	1498	13.8%
e	1498	13.8%
n	1055	9.7%
d	830	7.7%
M	709	6.5%
a	709	6.5%
l	668	6.2%
g	668	6.2%
S	668	6.2%
Other values (7)	1000	9.2%

Income_Category
Categorical

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	90.0 KiB

Less than $40K	612
$40K - $60K	271
$80K - $120K	242
$60K - $80K	189
Unknown	187

Length

Max length	14
Median length	12
Mean length	11.507683
Min length	7

Characters and Unicode

Total characters	18723
Distinct characters	22
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Less than $40K
2nd row	Unknown
3rd row	Less than $40K
4th row	$120K +
5th row	$60K - $80K

Common Values

Value	Count	Frequency (%)
Less than $40K	612	37.6%
$40K - $60K	271	16.7%
$80K - $120K	242	14.9%
$60K - $80K	189	11.6%
Unknown	187	11.5%
$120K +	126	7.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
40k	883	20.2%
	828	18.9%
less	612	14.0%
than	612	14.0%
60k	460	10.5%
80k	431	9.8%
120k	368	8.4%
unknown	187	4.3%

Most occurring characters

Value	Count	Frequency (%)
	2754	14.7%
K	2142	11.4%
0	2142	11.4%
$	2142	11.4%
s	1224	6.5%
n	1173	6.3%
4	883	4.7%
-	702	3.7%
e	612	3.3%
L	612	3.3%
Other values (12)	4337	23.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5406	28.9%
Decimal Number	4652	24.8%
Uppercase Letter	2941	15.7%
Space Separator	2754	14.7%
Currency Symbol	2142	11.4%
Dash Punctuation	702	3.7%
Math Symbol	126	0.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	1224	22.6%
n	1173	21.7%
e	612	11.3%
a	612	11.3%
h	612	11.3%
t	612	11.3%
k	187	3.5%
o	187	3.5%
w	187	3.5%

Decimal Number

Value	Count	Frequency (%)
0	2142	46.0%
4	883	19.0%
6	460	9.9%
8	431	9.3%
1	368	7.9%
2	368	7.9%

Uppercase Letter

Value	Count	Frequency (%)
K	2142	72.8%
L	612	20.8%
U	187	6.4%

Space Separator

Value	Count	Frequency (%)
	2754	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	2142	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	702	100.0%

Math Symbol

Value	Count	Frequency (%)
+	126	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10376	55.4%
Latin	8347	44.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
K	2142	25.7%
s	1224	14.7%
n	1173	14.1%
e	612	7.3%
L	612	7.3%
a	612	7.3%
h	612	7.3%
t	612	7.3%
U	187	2.2%
k	187	2.2%
Other values (2)	374	4.5%

Common

Value	Count	Frequency (%)
	2754	26.5%
0	2142	20.6%
$	2142	20.6%
4	883	8.5%
-	702	6.8%
6	460	4.4%
8	431	4.2%
1	368	3.5%
2	368	3.5%
+	126	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18723	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2754	14.7%
K	2142	11.4%
0	2142	11.4%
$	2142	11.4%
s	1224	6.5%
n	1173	6.3%
4	883	4.7%
-	702	3.7%
e	612	3.3%
L	612	3.3%
Other values (12)	4337	23.2%

Card_Category
Categorical

IMBALANCE

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	90.0 KiB

Blue	1519
Silver	82
Gold	21
Platinum	5

Length

Max length	8
Median length	4
Mean length	4.1130916
Min length	4

Characters and Unicode

Total characters	6692
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Blue
2nd row	Blue
3rd row	Blue
4th row	Blue
5th row	Silver

Common Values

Value	Count	Frequency (%)
Blue	1519	93.4%
Silver	82	5.0%
Gold	21	1.3%
Platinum	5	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
blue	1519	93.4%
silver	82	5.0%
gold	21	1.3%
platinum	5	0.3%

Most occurring characters

Value	Count	Frequency (%)
l	1627	24.3%
e	1601	23.9%
u	1524	22.8%
B	1519	22.7%
i	87	1.3%
S	82	1.2%
v	82	1.2%
r	82	1.2%
G	21	0.3%
o	21	0.3%
Other values (6)	46	0.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5065	75.7%
Uppercase Letter	1627	24.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	1627	32.1%
e	1601	31.6%
u	1524	30.1%
i	87	1.7%
v	82	1.6%
r	82	1.6%
o	21	0.4%
d	21	0.4%
a	5	0.1%
t	5	0.1%
Other values (2)	10	0.2%

Uppercase Letter

Value	Count	Frequency (%)
B	1519	93.4%
S	82	5.0%
G	21	1.3%
P	5	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6692	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	1627	24.3%
e	1601	23.9%
u	1524	22.8%
B	1519	22.7%
i	87	1.3%
S	82	1.2%
v	82	1.2%
r	82	1.2%
G	21	0.3%
o	21	0.3%
Other values (6)	46	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6692	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	1627	24.3%
e	1601	23.9%
u	1524	22.8%
B	1519	22.7%
i	87	1.3%
S	82	1.2%
v	82	1.2%
r	82	1.2%
G	21	0.3%
o	21	0.3%
Other values (6)	46	0.7%

Months_on_book
Real number (ℝ)

Distinct	44
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.178242

Minimum	13
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	13
5-th percentile	22
Q1	32
median	36
Q3	40
95-th percentile	50
Maximum	56
Range	43
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.7965485
Coefficient of variation (CV)	0.2155038
Kurtosis	0.44871053
Mean	36.178242
Median Absolute Deviation (MAD)	4
Skewness	-0.11867294
Sum	58862
Variance	60.786168
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
36	430	26.4%
39	64	3.9%
37	62	3.8%
30	58	3.6%
34	57	3.5%
38	57	3.5%
41	51	3.1%
33	48	3.0%
40	45	2.8%
35	45	2.8%
Other values (34)	710	43.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	7	0.4%
14	1	0.1%
15	9	0.6%
16	3	0.2%
17	4	0.2%
18	13	0.8%
19	6	0.4%
20	13	0.8%
21	10	0.6%
22	20	1.2%

Value	Count	Frequency (%)
56	17	1.0%
55	4	0.2%
54	6	0.4%
53	7	0.4%
52	12	0.7%
51	16	1.0%
50	25	1.5%
49	24	1.5%
48	27	1.7%
47	24	1.5%

Total_Relationship_Count
Real number (ℝ)

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2796558

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.5777817
Coefficient of variation (CV)	0.4810815
Kurtosis	-1.0128313
Mean	3.2796558
Median Absolute Deviation (MAD)	1
Skewness	0.26517933
Sum	5336
Variance	2.4893952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	400	24.6%
2	346	21.3%
1	233	14.3%
5	227	14.0%
4	225	13.8%
6	196	12.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	233	14.3%
2	346	21.3%
3	400	24.6%
4	225	13.8%
5	227	14.0%
6	196	12.0%

Value	Count	Frequency (%)
6	196	12.0%
5	227	14.0%
4	225	13.8%
3	400	24.6%
2	346	21.3%
1	233	14.3%

Months_Inactive_12_mon
Real number (ℝ)

Distinct	7
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6933006

Minimum	0
Maximum	6
Zeros	15
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	4
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.89962305
Coefficient of variation (CV)	0.33402252
Kurtosis	1.9816551
Mean	2.6933006
Median Absolute Deviation (MAD)	0
Skewness	0.37782838
Sum	4382
Variance	0.80932163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	826	50.8%
2	505	31.0%
4	130	8.0%
1	100	6.1%
5	32	2.0%
6	19	1.2%
0	15	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	0.9%
1	100	6.1%
2	505	31.0%
3	826	50.8%
4	130	8.0%
5	32	2.0%
6	19	1.2%

Value	Count	Frequency (%)
6	19	1.2%
5	32	2.0%
4	130	8.0%
3	826	50.8%
2	505	31.0%
1	100	6.1%
0	15	0.9%

Contacts_Count_12_mon
Real number (ℝ)

Distinct	7
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9723417

Minimum	0
Maximum	6
Zeros	7
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.0905372
Coefficient of variation (CV)	0.36689497
Kurtosis	0.67237201
Mean	2.9723417
Median Absolute Deviation (MAD)	1
Skewness	0.45079735
Sum	4836
Variance	1.1892715
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	681	41.9%
2	403	24.8%
4	315	19.4%
1	108	6.6%
5	59	3.6%
6	54	3.3%
0	7	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	0.4%
1	108	6.6%
2	403	24.8%
3	681	41.9%
4	315	19.4%
5	59	3.6%
6	54	3.3%

Value	Count	Frequency (%)
6	54	3.3%
5	59	3.6%
4	315	19.4%
3	681	41.9%
2	403	24.8%
1	108	6.6%
0	7	0.4%

Credit_Limit
Real number (ℝ)

Distinct	1306
Distinct (%)	80.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8136.0395

Minimum	1438.3
Maximum	34516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	1438.3
5-th percentile	1438.3
Q1	2114
median	4178
Q3	9933.5
95-th percentile	34516
Maximum	34516
Range	33077.7
Interquartile range (IQR)	7819.5

Descriptive statistics

Standard deviation	9095.3341
Coefficient of variation (CV)	1.1179068
Kurtosis	2.2943412
Mean	8136.0395
Median Absolute Deviation (MAD)	2513
Skewness	1.8044276
Sum	13237336
Variance	82725102
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1438.3	124	7.6%
34516	89	5.5%
9959	5	0.3%
7970	3	0.2%
1606	3	0.2%
15987	3	0.2%
23981	3	0.2%
1666	3	0.2%
1931	3	0.2%
1695	3	0.2%
Other values (1296)	1388	85.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1438.3	124	7.6%
1439	1	0.1%
1440	1	0.1%
1442	1	0.1%
1443	1	0.1%
1451	1	0.1%
1452	1	0.1%
1456	1	0.1%
1457	2	0.1%
1460	1	0.1%

Value	Count	Frequency (%)
34516	89	5.5%
34162	1	0.1%
34140	1	0.1%
33870	1	0.1%
33384	1	0.1%
33180	1	0.1%
33004	1	0.1%
32975	1	0.1%
32938	1	0.1%
32838	1	0.1%

Total_Revolving_Bal
Real number (ℝ)

ZEROS

Distinct	514
Distinct (%)	31.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	672.82299

Minimum	0
Maximum	2517
Zeros	893
Zeros (%)	54.9%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1303.5
95-th percentile	2517
Maximum	2517
Range	2517
Interquartile range (IQR)	1303.5

Descriptive statistics

Standard deviation	921.38558
Coefficient of variation (CV)	1.3694324
Kurtosis	-0.53447407
Mean	672.82299
Median Absolute Deviation (MAD)	0
Skewness	1.0240548
Sum	1094683
Variance	848951.39
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	893	54.9%
2517	158	9.7%
710	3	0.2%
458	3	0.2%
1381	3	0.2%
321	3	0.2%
1474	2	0.1%
230	2	0.1%
531	2	0.1%
725	2	0.1%
Other values (504)	556	34.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	893	54.9%
132	1	0.1%
134	1	0.1%
145	1	0.1%
154	1	0.1%
157	1	0.1%
159	2	0.1%
168	2	0.1%
170	1	0.1%
186	1	0.1%

Value	Count	Frequency (%)
2517	158	9.7%
2514	1	0.1%
2513	1	0.1%
2507	1	0.1%
2505	1	0.1%
2498	1	0.1%
2488	1	0.1%
2480	1	0.1%
2477	1	0.1%
2466	1	0.1%

Avg_Open_To_Buy
Real number (ℝ)

Distinct	1392
Distinct (%)	85.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7463.2165

Minimum	3
Maximum	34516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	3
5-th percentile	442
Q1	1587
median	3488
Q3	9257.5
95-th percentile	32287.7
Maximum	34516
Range	34513
Interquartile range (IQR)	7670.5

Descriptive statistics

Standard deviation	9109.2081
Coefficient of variation (CV)	1.2205472
Kurtosis	2.2807365
Mean	7463.2165
Median Absolute Deviation (MAD)	2286
Skewness	1.7994396
Sum	12142653
Variance	82977673
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1438.3	96	5.9%
34516	39	2.4%
31999	10	0.6%
1818	3	0.2%
1695	3	0.2%
9959	3	0.2%
1568	3	0.2%
2089	3	0.2%
32669	2	0.1%
3919	2	0.1%
Other values (1382)	1463	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	0.1%
10	1	0.1%
14	2	0.1%
24	1	0.1%
28	1	0.1%
36	1	0.1%
48	1	0.1%
58	1	0.1%
59	1	0.1%
79	1	0.1%

Value	Count	Frequency (%)
34516	39	2.4%
34362	1	0.1%
34302	1	0.1%
34300	1	0.1%
34297	1	0.1%
34286	1	0.1%
34238	1	0.1%
34227	1	0.1%
34140	1	0.1%
34119	1	0.1%

Total_Amt_Chng_Q4_Q1
Real number (ℝ)

Distinct	690
Distinct (%)	42.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.69427658

Minimum	0
Maximum	1.492
Zeros	5
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.3483
Q1	0.5445
median	0.701
Q3	0.856
95-th percentile	1.032
Maximum	1.492
Range	1.492
Interquartile range (IQR)	0.3115

Descriptive statistics

Standard deviation	0.21492433
Coefficient of variation (CV)	0.30956586
Kurtosis	-0.092213414
Mean	0.69427658
Median Absolute Deviation (MAD)	0.156
Skewness	-0.21521738
Sum	1129.588
Variance	0.046192466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.602	8	0.5%
0.735	7	0.4%
0.717	7	0.4%
0.654	7	0.4%
0.703	7	0.4%
0.713	7	0.4%
0.544	6	0.4%
0.69	6	0.4%
0.89	6	0.4%
0.639	6	0.4%
Other values (680)	1560	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.3%
0.01	1	0.1%
0.018	1	0.1%
0.046	1	0.1%
0.061	2	0.1%
0.072	1	0.1%
0.101	1	0.1%
0.12	1	0.1%
0.153	1	0.1%
0.163	1	0.1%

Value	Count	Frequency (%)
1.492	1	0.1%
1.411	1	0.1%
1.336	1	0.1%
1.23	1	0.1%
1.214	1	0.1%
1.203	1	0.1%
1.166	1	0.1%
1.144	1	0.1%
1.129	1	0.1%
1.087	1	0.1%

Total_Trans_Amt
Real number (ℝ)

Distinct	1266
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3095.0258

Minimum	510
Maximum	10583
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	510
5-th percentile	837
Q1	1903.5
median	2329
Q3	2772
95-th percentile	8659.7
Maximum	10583
Range	10073
Interquartile range (IQR)	868.5

Descriptive statistics

Standard deviation	2308.2276
Coefficient of variation (CV)	0.74578623
Kurtosis	1.6539713
Mean	3095.0258
Median Absolute Deviation (MAD)	431
Skewness	1.6853362
Sum	5035607
Variance	5327914.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2216	5	0.3%
2108	5	0.3%
2312	5	0.3%
2400	4	0.2%
2527	4	0.2%
2264	4	0.2%
2281	4	0.2%
2164	4	0.2%
2306	4	0.2%
2196	4	0.2%
Other values (1256)	1584	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
510	1	0.1%
530	1	0.1%
563	1	0.1%
569	1	0.1%
594	1	0.1%
596	1	0.1%
597	1	0.1%
602	1	0.1%
615	1	0.1%
643	1	0.1%

Value	Count	Frequency (%)
10583	1	0.1%
10468	1	0.1%
10310	1	0.1%
10294	1	0.1%
10291	1	0.1%
10219	1	0.1%
10211	1	0.1%
10201	1	0.1%
10170	1	0.1%
10156	1	0.1%

Total_Trans_Ct
Real number (ℝ)

Distinct	82
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.93362

Minimum	10
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	10
5-th percentile	21
Q1	37
median	43
Q3	51
95-th percentile	74
Maximum	94
Range	84
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	14.568429
Coefficient of variation (CV)	0.32422114
Kurtosis	0.57080521
Mean	44.93362
Median Absolute Deviation (MAD)	7
Skewness	0.4859448
Sum	73107
Variance	212.23913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43	85	5.2%
42	75	4.6%
44	69	4.2%
40	69	4.2%
41	67	4.1%
45	61	3.7%
39	58	3.6%
38	56	3.4%
46	54	3.3%
47	48	3.0%
Other values (72)	985	60.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	4	0.2%
11	1	0.1%
12	4	0.2%
13	3	0.2%
14	8	0.5%
15	12	0.7%
16	8	0.5%
17	10	0.6%
18	15	0.9%
19	7	0.4%

Value	Count	Frequency (%)
94	1	0.1%
91	1	0.1%
90	3	0.2%
89	2	0.1%
87	5	0.3%
86	1	0.1%
85	4	0.2%
84	4	0.2%
83	1	0.1%
82	4	0.2%

Total_Ct_Chng_Q4_Q1
Real number (ℝ)

Distinct	428
Distinct (%)	26.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.55438599

Minimum	0
Maximum	2.5
Zeros	7
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.233
Q1	0.4
median	0.531
Q3	0.692
95-th percentile	0.9318
Maximum	2.5
Range	2.5
Interquartile range (IQR)	0.292

Descriptive statistics

Standard deviation	0.22685372
Coefficient of variation (CV)	0.40919815
Kurtosis	5.3069084
Mean	0.55438599
Median Absolute Deviation (MAD)	0.138
Skewness	1.0503559
Sum	901.986
Variance	0.05146261
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	58	3.6%
0.6	25	1.5%
0.4	25	1.5%
0.429	21	1.3%
0.75	19	1.2%
0.333	18	1.1%
1	17	1.0%
0.667	16	1.0%
0.375	14	0.9%
0.467	14	0.9%
Other values (418)	1400	86.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	0.4%
0.029	1	0.1%
0.038	1	0.1%
0.053	1	0.1%
0.059	2	0.1%
0.074	1	0.1%
0.077	3	0.2%
0.091	3	0.2%
0.097	1	0.1%
0.103	1	0.1%

Value	Count	Frequency (%)
2.5	1	0.1%
2.222	1	0.1%
1.684	1	0.1%
1.5	1	0.1%
1.444	1	0.1%
1.294	1	0.1%
1.273	1	0.1%
1.25	2	0.1%
1.217	1	0.1%
1.211	1	0.1%

Avg_Utilization_Ratio
Real number (ℝ)

ZEROS

Distinct	490
Distinct (%)	30.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.16247511

Minimum	0
Maximum	0.999
Zeros	893
Zeros (%)	54.9%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.231
95-th percentile	0.8154
Maximum	0.999
Range	0.999
Interquartile range (IQR)	0.231

Descriptive statistics

Standard deviation	0.26445762
Coefficient of variation (CV)	1.6276809
Kurtosis	1.4231341
Mean	0.16247511
Median Absolute Deviation (MAD)	0
Skewness	1.6301497
Sum	264.347
Variance	0.069937834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	893	54.9%
0.073	11	0.7%
0.318	5	0.3%
0.112	5	0.3%
0.075	4	0.2%
0.012	4	0.2%
0.031	4	0.2%
0.039	4	0.2%
0.094	4	0.2%
0.051	4	0.2%
Other values (480)	689	42.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	893	54.9%
0.004	1	0.1%
0.005	1	0.1%
0.006	3	0.2%
0.007	1	0.1%
0.008	2	0.1%
0.009	1	0.1%
0.01	1	0.1%
0.011	1	0.1%
0.012	4	0.2%

Value	Count	Frequency (%)
0.999	1	0.1%
0.995	1	0.1%
0.992	1	0.1%
0.99	1	0.1%
0.987	1	0.1%
0.985	1	0.1%
0.983	1	0.1%
0.977	1	0.1%
0.976	1	0.1%
0.972	1	0.1%

Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1
Real number (ℝ)

Distinct	420
Distinct (%)	25.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9949086

Minimum	0.94591
Maximum	0.99958
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	90.0 KiB

Quantile statistics

Minimum	0.94591
5-th percentile	0.98739
Q1	0.9943
median	0.99631
Q3	0.99717
95-th percentile	0.998897
Maximum	0.99958
Range	0.05367
Interquartile range (IQR)	0.00287

Descriptive statistics

Standard deviation	0.0043032754
Coefficient of variation (CV)	0.0043252972
Kurtosis	24.352519
Mean	0.9949086
Median Absolute Deviation (MAD)	0.00164
Skewness	-3.7043357
Sum	1618.7163
Variance	1.8518179 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.99452	29	1.8%
0.99671	27	1.7%
0.99499	26	1.6%
0.99447	26	1.6%
0.99639	24	1.5%
0.99683	22	1.4%
0.99686	22	1.4%
0.99808	20	1.2%
0.99661	20	1.2%
0.99673	19	1.2%
Other values (410)	1392	85.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.94591	1	0.1%
0.95195	1	0.1%
0.9661	1	0.1%
0.9669	1	0.1%
0.96806	1	0.1%
0.96902	1	0.1%
0.97066	1	0.1%
0.97132	1	0.1%
0.97155	1	0.1%
0.97166	1	0.1%

Value	Count	Frequency (%)
0.99958	3	0.2%
0.99954	1	0.1%
0.99945	3	0.2%
0.99944	4	0.2%
0.99943	1	0.1%
0.99942	2	0.1%
0.99939	6	0.4%
0.99938	5	0.3%
0.99937	2	0.1%
0.99936	1	0.1%

Attrition_Num
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	90.0 KiB

1	1627

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1627
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1627	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1627	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	1627	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1627	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1627	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1627	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1627	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1627	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1627	100.0%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	CLIENTNUM	Attrition_Flag	Customer_Age	Gender	Dependent_count	Education_Level	Marital_Status	Income_Category	Card_Category	Months_on_book	Total_Relationship_Count	Months_Inactive_12_mon	Contacts_Count_12_mon	Credit_Limit	Total_Revolving_Bal	Avg_Open_To_Buy	Total_Amt_Chng_Q4_Q1	Total_Trans_Amt	Total_Trans_Ct	Total_Ct_Chng_Q4_Q1	Avg_Utilization_Ratio	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1	Attrition_Num
21	708508758	Attrited Customer	62	F	0	Graduate	Married	Less than $40K	Blue	49	2	3	3	1438.3	0	1438.3	1.047	692	16	0.600	0.000	0.99616	1
39	708300483	Attrited Customer	66	F	0	Doctorate	Married	Unknown	Blue	56	5	4	3	7882.0	605	7277.0	1.052	704	16	0.143	0.077	0.99780	1
51	779471883	Attrited Customer	54	F	1	Graduate	Married	Less than $40K	Blue	40	2	3	1	1438.3	808	630.3	0.997	705	19	0.900	0.562	0.99028	1
54	714374133	Attrited Customer	56	M	2	Graduate	Married	$120K +	Blue	36	1	3	3	15769.0	0	15769.0	1.041	602	15	0.364	0.000	0.99671	1
61	712030833	Attrited Customer	48	M	2	Graduate	Married	$60K - $80K	Silver	35	2	4	4	34516.0	0	34516.0	0.763	691	15	0.500	0.000	0.99823	1
82	711013983	Attrited Customer	55	F	4	Unknown	Married	$40K - $60K	Blue	45	2	4	3	2158.0	0	2158.0	0.585	615	12	0.714	0.000	0.99763	1
99	711887583	Attrited Customer	47	M	2	Unknown	Married	$80K - $120K	Blue	37	2	3	3	5449.0	1628	3821.0	0.696	836	18	0.385	0.299	0.99700	1
127	720201033	Attrited Customer	53	M	2	Graduate	Married	$80K - $120K	Blue	41	3	3	2	11669.0	2227	9442.0	0.622	720	23	0.353	0.191	0.99447	1
140	789322833	Attrited Customer	48	F	5	High School	Married	Less than $40K	Blue	38	1	3	3	8025.0	0	8025.0	0.654	673	18	0.800	0.000	0.99672	1
144	767712558	Attrited Customer	59	M	1	College	Single	$60K - $80K	Blue	53	2	3	3	14979.0	0	14979.0	0.710	530	10	1.000	0.000	0.99639	1

	CLIENTNUM	Attrition_Flag	Customer_Age	Gender	Dependent_count	Education_Level	Marital_Status	Income_Category	Card_Category	Months_on_book	Total_Relationship_Count	Months_Inactive_12_mon	Contacts_Count_12_mon	Credit_Limit	Total_Revolving_Bal	Avg_Open_To_Buy	Total_Amt_Chng_Q4_Q1	Total_Trans_Amt	Total_Trans_Ct	Total_Ct_Chng_Q4_Q1	Avg_Utilization_Ratio	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1	Attrition_Num
10107	713924283	Attrited Customer	61	M	0	Graduate	Single	$60K - $80K	Blue	54	2	1	4	11859.0	1644	10215.0	0.866	8930	79	0.837	0.139	0.99268	1
10108	714471183	Attrited Customer	47	M	4	Graduate	Divorced	$80K - $120K	Blue	39	4	3	4	17504.0	476	17028.0	0.892	10468	66	0.737	0.027	0.99816	1
10112	708564858	Attrited Customer	33	M	2	College	Married	$120K +	Gold	20	2	1	4	34516.0	0	34516.0	1.004	9338	73	0.622	0.000	0.99438	1
10113	713733633	Attrited Customer	27	M	0	High School	Divorced	$60K - $80K	Blue	36	2	3	2	13303.0	2517	10786.0	0.929	10219	85	0.809	0.189	0.99338	1
10118	713755458	Attrited Customer	50	M	1	Unknown	Unknown	$80K - $120K	Blue	36	6	3	4	9959.0	952	9007.0	0.825	10310	63	1.100	0.096	0.99813	1
10119	716893683	Attrited Customer	55	F	3	Uneducated	Single	Unknown	Blue	47	4	3	3	14657.0	2517	12140.0	0.166	6009	53	0.514	0.172	0.99691	1
10123	710638233	Attrited Customer	41	M	2	Unknown	Divorced	$40K - $60K	Blue	25	4	2	3	4277.0	2186	2091.0	0.804	8764	69	0.683	0.511	0.99527	1
10124	716506083	Attrited Customer	44	F	1	High School	Married	Less than $40K	Blue	36	5	3	4	5409.0	0	5409.0	0.819	10291	60	0.818	0.000	0.99788	1
10125	717406983	Attrited Customer	30	M	2	Graduate	Unknown	$40K - $60K	Blue	36	4	3	3	5281.0	0	5281.0	0.535	8395	62	0.722	0.000	0.99671	1
10126	714337233	Attrited Customer	43	F	2	Graduate	Married	Less than $40K	Silver	25	6	2	4	10388.0	1961	8427.0	0.703	10294	61	0.649	0.189	0.99662	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Space Separator

Currency Symbol

Dash Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks